In cancer treatment, the unsatisfactory solid-tumor penetration of nanomaterials limits their therapeutic efficacy. We employed an in vivo self-assembly strategy and designed polymer-peptide conjugates (PPCs) that underwent an acidinduced hydrophobicity increase with an arrowp H-response range (from 7.4 to 6.5). In situ self-assembly in the tumor microenvironment at appropriate molecular concentrations (around the IC 50 values of PPCs) enabled drug delivery deeper into the tumor.Acytotoxic peptide KLAK, decorated with the pH-sensitive moiety cis-aconitic anhydride (CAA), and acellpenetrating peptide TATw ere conjugated onto poly(b-thioester) backbones to produce PT-K-CAA,w hich can penetrate deeply into solid tumors owing to its small sizea sas ingle chain. During penetration in vivo,C AA responds to the weak acid, leading to the self-assembly of PPCs and the recovery of therapeutic activity.T herefore,adeep-penetration ability for enhanced cancer therapyi sp rovided by this in vivo assembly strategy.